The Examples Book
Appendices
Corporate Partners National Data Mine Network Personal Programming Languages Projects Registration Seminar TA Starter Guides Template Module The Data Mine Workshops The Examples Book Tools

Starter Guides

    • Introduction
    • Data Science
      • Data Modeling Process
        • Introduction
        • General Principles
          • The Meaning of f(x) in Data Science
          • Bias Variance Tradeoff
          • Curse Of Dimensionality
          • Frequentism and Bayesianism
        • Resampling Methods
          • Cross Validation
            • Train, Valid and Test Splits
            • Leave-One-Out CV & k-Fold CV
        • Modeling Process
          • Choosing a Model
            • Flexibility vs. Interpretability
            • Prediction vs. Inference
            • Classification vs. Regression
            • Parameterization
            • Supervision
          • Step By Step Process
            • Data Wrangling
            • EDA: Exploratory Data Analysis
            • Thinking About The Output
            • Building Data Pipelines
            • Preprocessing
            • Training/Fitting Your Model
            • Measuring Model Fit
            • Model Deployment
      • Data Analysis Techniques
        • Introduction
        • Natural Language Processing(NLP)
          • NLTK (Natural Language Toolkit)
          • Sentiment Analysis
          • Chatbots
          • Prodigy
            • Deploy and Access
          • Word Embeddings
            • Protein Sequence Embedding
          • Transformers
        • GIS
          • GIS Basic Example
          • ArcGIS
          • Basic PostGIS
          • Advanced PostGIS
          • Map Matching
          • Route Optimization
        • Neural Networks/Deep Learning
          • Recurrent Neural Networks
          • Convolutional Neural Networks
        • Computer Vision
        • Clustering
        • Trees
        • Naive Bayes
        • k-Nearest Neighbors
      • Data Visualization
        • Dashboarding Tools
          • PowerBI
          • Tableau
        • With Python
          • Matplotlib, Plotly (Programming Languages Book)
        • With R
          • Base graphics, ggplot (Programming Languages Book)
      • Gathering Data
        • Web Scraping
          • Scraping With Python
        • Free Data Sets/Sources
    • Programming Languages for Data Professionals
      • Python
        • Introduction (Programming Languages Book)
      • R
        • Introduction (Programming Languages Book)
      • SQL
        • Introduction (Programming Languages Book)
      • Perl (good general purpose language to know)
        • Perl (Programming Languages Book)
    • Tools, Standards & More
      • Jupyter
      • Data Ethics
      • The Bookshelf
      • Visual Studio Code (VS Code)
      • Data Formats
        • HTML
        • JSON
        • XML
      • Matlab
        • Training
      • git
        • Github Desktop
        • Workflows
        • Setup git on Anvil
        • git CLI on Anvil
        • git Terminology
      • Unix
        • Shells
        • Files
        • Jupyter Lab Kernels
        • Unix Kernels
        • awk Overview
        • bash Overview
        • Regular Expressions
        • Standard Utilities
          • man
          • pwd
          • ls
          • cd
          • type
          • which
          • touch
          • cp
          • mv
          • mkdir
          • rm
          • rmdir
          • head
          • less
          • tail
          • cat
          • diff
          • df
          • du
          • stat
          • wc
          • find
          • cut
          • sort
          • uniq
          • tr
          • sed
          • grep
          • awk
          • chmod
          • chown
          • rsync
          • ssh
          • scp
        • Text Editors
          • vim
          • emacs
          • nano
          • Sublime Text
          • VSCode
        • Other Topics
          • ~ & . & ..
          • Piping
          • Redirection
          • Environment Variables
          • Scripts
          • Permissions
          • Cron
          • systemd
          • Setting Up VMs
      • Windows Environments
        • Connecting to a Windows Server
  • Corporate Partners
    • stable
  • National Data Mine Network
    • stable
  • Personal
    • stable
  • Programming Languages
    • stable
  • Projects
    • stable
  • Registration
    • stable
  • Seminar TA
    • stable
  • Starter Guides
    • stable
  • Template Module
    • stable
  • The Data Mine Workshops
    • stable
  • The Examples Book
    • stable
  • Tools
    • stable
Starter Guides stable
  • Starter Guides
  • Tools, Standards & More
  • Data Formats
  • JSON
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